{"id":5808,"date":"2017-11-03T10:54:47","date_gmt":"2017-11-03T07:54:47","guid":{"rendered":"https:\/\/www.tespam.org\/tr\/?p=5808"},"modified":"2026-08-07T22:14:12","modified_gmt":"2026-08-07T19:14:12","slug":"yapay-zeka-calismalarinin-enerji-sektorune-etkileri","status":"publish","type":"post","link":"https:\/\/www.tespam.org\/wordpress\/yapay-zeka-calismalarinin-enerji-sektorune-etkileri\/","title":{"rendered":"Yapay Zek\u00e2 \u00c7al\u0131\u015fmalar\u0131n\u0131n Enerji Sekt\u00f6r\u00fcne Etkileri"},"content":{"rendered":"<blockquote><p><strong>\u00a0<\/strong><em><strong>\u00d6zden ER\u00c7\u0130N<\/strong><\/em><\/p>\n<p>&nbsp;<\/p><\/blockquote>\n<p><span style=\"color: #008080;\">Son zamanlarda d\u00fcnya genelinde yapay zek\u00e2 alan\u0131nda yap\u0131lan \u00e7al\u0131\u015fmalar\u0131 inceledi\u011fimizde teknolojinin her alan\u0131nda giderek yapay zek\u00e2 uygulamalar\u0131n\u0131n h\u0131z kazanarak artt\u0131\u011f\u0131n\u0131 g\u00f6zlemliyoruz. Her ge\u00e7en g\u00fcn farkl\u0131 sekt\u00f6rlerde yapay zek\u00e2, blok zinciri ve robotik teknolojilerinin birbiriyle etkile\u015fimi ile birlikte insanlar\u0131 kendisine hayran b\u0131rakacak yenilik\u00e7i teknolojiler ortaya \u00e7\u0131k\u0131yor. S\u00fcrekli geli\u015fmekte olan ak\u0131ll\u0131 enerji uygulamalar\u0131 ile birlikte yapay zek\u00e2 teknolojilerinin enerji sekt\u00f6r\u00fcndeki teknolojilere uyum sa\u011flama h\u0131z\u0131 ise olduk\u00e7a y\u00fcksek, bu s\u00fcre\u00e7te \u00fclkemizin ge\u00e7 kalmamas\u0131 gerekmektedir.<\/span><\/p>\n<blockquote><p>Bu yaz\u0131mda sizlerle d\u00fcnyada pek \u00e7ok politik ve sosyo-ekonomik sorunla birlikte yapay zek\u00e2 teknolojilerinin bizi ve i\u015flerimizi nereye g\u00f6t\u00fcrd\u00fc\u011f\u00fcn\u00fc anlatan yapay zek\u00e2 ile birlikte kurulan bamba\u015fka bir d\u00fcnyadan bahsetmek istiyorum. Bu d\u00fcnyan\u0131n arkas\u0131nda \u2018veri\u2019, \u2018makineler aras\u0131 ileti\u015fim\u2019, \u2018yapay zek\u00e2\u2019, \u2018\u00f6\u011frenen makineler\u2019 var. Art\u0131k Enerji sekt\u00f6r\u00fc ba\u015fta olmak \u00fczere t\u00fcm sekt\u00f6rlerde her \u015fey m\u00fc\u015fteri odakl\u0131l\u0131kla ba\u015fl\u0131yor ve bunun arkas\u0131n\u0131 bundan sonra art\u0131k \u2018yapay zek\u00e2\u2019 dolduracak. \u015eirketler i\u00e7in veri; art\u0131k petrol kadar de\u011ferli hale gelmi\u015f durumdad\u0131r. Bu verileri do\u011fru analiz eden ve yorumlayan ve de\u011fer katan servisler olu\u015fturan firmalar giderek b\u00fcy\u00fcrken, yeniliklere ve geli\u015fime ayak uyduramayan firmalar zaman i\u00e7erisinde k\u00fc\u00e7\u00fclerek kaybolacaklar\u0131n\u0131 d\u00fc\u015f\u00fcn\u00fcyorum.<\/p>\n<p>Amerika Birle\u015fik Devletleri, elektrik \u015febekesindeki sorunlar\u0131 \u00f6nceden fark edilebilmesi, ger\u00e7ekle\u015fen \u015febeke problemlerini azaltma, sistemleri en h\u0131zl\u0131 tekrardan aya\u011fa kald\u0131rma konusunda yapay zek\u00e2n\u0131n kullan\u0131lmas\u0131 ara\u015ft\u0131rma \u00e7al\u0131\u015fmalar\u0131na ba\u015flam\u0131\u015f durumdad\u0131r. ABD Enerji Bakanl\u0131\u011f\u0131, yapay zek\u00e2n\u0131n elektrik \u015febekelerinde g\u00fc\u00e7 dengesizliklerinin giderilmesinde, \u015febekede meydana gelebilecek ar\u0131zalar\u0131n ve hasarlar\u0131n \u00f6nlenmesinde ve f\u0131rt\u0131nalar, siber sald\u0131r\u0131lar, g\u00fcne\u015f patlamas\u0131 ve di\u011fer nedenlerle ya\u015fanan kesintilerin daha h\u0131zl\u0131 giderilmesinde yard\u0131mc\u0131 olup olamayaca\u011f\u0131n\u0131 ke\u015ffetmek i\u00e7in Grid Resilience and Intelligence Project (GRID) isimli projeye 3 y\u0131l i\u00e7in 6 milyon dolar b\u00fct\u00e7e ay\u0131rm\u0131\u015ft\u0131r.<\/p>\n<p>Di\u011fer yandan bir grup ara\u015ft\u0131rmac\u0131 Brezilya\u2019daki ka\u00e7ak elektrik problemine ili\u015fkin, 3.6 milyon evin enerji kullan\u0131m\u0131 verisi ve 200 milyon profesyonel ayl\u0131k saya\u00e7 okuma verileri kullanarak yapay zek\u00e2 algoritmas\u0131 olu\u015fturmu\u015ftur. Bu yapay zek\u00e2 algoritmas\u0131 sayesinde y\u00fczde 65\u2019den fazla oranda ka\u00e7ak elektrik kullan\u0131m\u0131n\u0131 do\u011fru olarak tespit etti\u011fini ve bu alanda fayda sa\u011flad\u0131\u011f\u0131n\u0131 g\u00f6r\u00fcyoruz.<\/p>\n<p>Yapay zek\u00e2n\u0131n bir ba\u015fka kullan\u0131m alan\u0131 da talep taraf\u0131 y\u00f6netimi, enerji y\u00f6netim sistemleri olu\u015fturma, enerji verimlili\u011fi alan\u0131nda olaca\u011f\u0131n\u0131 d\u00fc\u015f\u00fcn\u00fcyorum. Ge\u00e7ti\u011fimiz g\u00fcnlerde Google, bilgi i\u015flem merkezilerinde yapay zek\u00e2 teknolojisi DeepMind&#8217;\u0131 kullanarak enerji t\u00fcketimini y\u00fczde 15 oran\u0131nda azaltt\u0131\u011f\u0131n\u0131 belirtmi\u015ftir. Google, yapay zek\u00e2 kullanarak so\u011futma amac\u0131yla t\u00fcketilen enerji kullan\u0131m\u0131nda %40\u2019l\u0131k bir tasarruf sa\u011flad\u0131\u011f\u0131n\u0131 g\u00f6r\u00fcyoruz.<\/p>\n<p>Enerji sekt\u00f6r\u00fcnde en \u00f6nemli ihtiya\u00e7lardan biri \u201ctalebin do\u011fru tahminlenmesi\u201d dir. Talebin do\u011fru tahmin edilmesi, olas\u0131 sistem ar\u0131zalar\u0131n\u0131n do\u011fru tahmin edilmesi ve daha bir\u00e7ok ihtiya\u00e7 s\u00f6z konusudur. Avustralya\u2019da enerji sekt\u00f6r\u00fcnde tahmin hatas\u0131nda %1\u2019lik bir art\u0131\u015f\u0131n y\u0131ll\u0131k i\u015fletme giderlerinde yakla\u015f\u0131k \u00a310 milyon\u2019luk i\u015fletme masraf\u0131 art\u0131\u015f\u0131na neden oldu\u011fu tespit edilmi\u015ftir. Dolay\u0131s\u0131yla bu alanda yapay zek\u00e2 kullan\u0131m\u0131 olumlu sonu\u00e7lar ortaya \u00e7\u0131karm\u0131\u015ft\u0131r. Enerji sekt\u00f6r\u00fcnde talep\/t\u00fcketim tahminleri zaman serileri analizi y\u00f6ntemleri kullan\u0131larak ve\/veya \u201cSinir A\u011flar\u0131\u201d gibi yapay zek\u00e2 k\u00f6kenli tahmin y\u00f6ntemleri kullan\u0131larak yap\u0131lmaktad\u0131r.<\/p>\n<p>Bir ba\u015fka tahmin kullan\u0131m alan\u0131 da fiyatlar \u00fczerindedir. \u00d6rne\u011fin; ham petrol fiyat hareketlerinin s\u0131n\u0131fland\u0131r\u0131lmas\u0131nda yapay zek\u00e2 teknolojilerinin kullan\u0131m\u0131 g\u00fcn\u00fcm\u00fcz teknolojilerinin ilerlemesiyle birlikte, petrol fiyatlar\u0131n\u0131n tahmin edilebilmesi i\u00e7in bir\u00e7ok model ve y\u00f6ntem geli\u015ftirilmi\u015ftir.<\/p>\n<p>Frans\u0131z petrol \u015firketi Total, enerji sekt\u00f6r\u00fcnde yapay zek\u00e2 ile petrol ve gaz ke\u015fifleri konusunu Google ve Microsoft ile de\u011ferlendiriyor. Total, enerji sekt\u00f6r\u00fcn\u00fcn dijital teknolojileri kullanmaya y\u00f6nelik yar\u0131\u015f\u0131nda yapay zek\u00e2 (AI) geli\u015ftirmelerine yard\u0131mc\u0131 olmas\u0131 i\u00e7in teknoloji devleri Google ve Microsoft ile g\u00f6r\u00fc\u015f\u00fcyor. Total m\u00fchendisleri, karma\u015f\u0131k algoritmalar\u0131n petrol ve gaz \u00e7al\u0131\u015fmalar\u0131na nas\u0131l uygulanabilece\u011fini ke\u015ffetmek i\u00e7in \u00fcst d\u00fczey yaz\u0131l\u0131m geli\u015ftiricileri ile birlikte \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 g\u00f6r\u00fcyoruz.<\/p>\n<p>Ayr\u0131ca Elektrik da\u011f\u0131t\u0131m\u0131nda yapay zek\u00e2 teknolojileri sayesinde etkili \u00fcretim ve hizmet operasyonlar\u0131 ger\u00e7ekle\u015ftirilmesi hedeflenmektedir. Yapay zek\u00e2 teknolojilerinin ak\u0131ll\u0131 \u015febeke yap\u0131s\u0131 i\u00e7in gerekli olan aktif y\u00f6netim potansiyeline sahip oldu\u011funu d\u00fc\u015f\u00fcnen uzmanlara g\u00f6re, yapay zek\u00e2n\u0131n g\u00fc\u00e7l\u00fc istihbarat sistemi ile \u015febekeyi dengelemesi, talebi y\u00f6neterek eylemler \u00fczerinde pazarl\u0131k yapabilmesi ve gerekti\u011finde kendini iyile\u015ftirerek bir dizi yeni \u00fcr\u00fcn ve hizmet sa\u011flayabilmesi m\u00fcmk\u00fcn olmaktad\u0131r.<\/p>\n<p>\u00d6n\u00fcm\u00fczdeki on y\u0131l i\u00e7inde yapay zek\u00e2 kavram\u0131 ile gelen teknolojilerin, robotik geli\u015fmeler ile birlikte sadece enerji de\u011fil; \u00e7e\u015fitli sekt\u00f6rleri ciddi olarak etkilemesi bekleniyor. Ak\u0131ll\u0131 \u015febekeler ile birlikte kullan\u0131ma giren cihazlarda ve talep y\u00f6netimindeki ilerlemelerde sekt\u00f6rdeki yapay zek\u00e2 t\u00fcrevi uygulamalar\u0131n izlerini g\u00f6rmek m\u00fcmk\u00fcnd\u00fcr. Da\u011f\u0131t\u0131k enerji kaynaklar\u0131n\u0131n y\u00f6netimi, ak\u0131ll\u0131 altyap\u0131lar, sens\u00f6rler ve saya\u00e7lar enerji sekt\u00f6r\u00fcn\u00fcn uzun zamand\u0131r ak\u0131ll\u0131 \u015febekelerin olu\u015fturulmas\u0131nda g\u00fcndemde olan konulard\u0131r. \u015eebekedeki talep seviyelerini otomatik olarak alg\u0131layarak enerji t\u00fcketimini d\u00fc\u015f\u00fcren bug\u00fcn\u00fcn ak\u0131ll\u0131 cihazlar\u0131n\u0131n, yapay zek\u00e2 taraf\u0131ndan g\u00fc\u00e7lendirilerek blok zincir ile kaydedilebilir ve birbiriyle g\u00fcvenli bir \u015fekilde etkile\u015febilir hale getirilmesi planlan\u0131yor.<\/p>\n<p>Yenilenebilir enerji \u00fcretim tahmini, ekipman bak\u0131m\u0131, r\u00fczgar ve g\u00fcne\u015f enerjisi verimlili\u011fi, depolama analizi ve yenilenebilir enerji y\u00f6netimi. Almanya\u2019da EWeLiNE adl\u0131 bir makine \u00f6\u011frenme program\u0131, \u015febeke operat\u00f6rleri i\u00e7in \u00f6n\u00fcm\u00fczdeki 48 saat boyunca yapay zek\u00e2y\u0131 kullanarak yenilenebilir enerji \u00e7\u0131kt\u0131lar\u0131n\u0131 hesaplamada yard\u0131mc\u0131 olmas\u0131 i\u00e7in bir erken uyar\u0131 sistemi olarak \u00e7al\u0131\u015fabiliyor. General Electric, r\u00fczgar t\u00fcrbini verimlili\u011fini ve g\u00fc\u00e7 \u00fcretimini yakla\u015f\u0131k %5 art\u0131rmak ve bak\u0131m maliyetlerini %20 oran\u0131nda d\u00fc\u015f\u00fcrmek i\u00e7in yapay zeka algoritmalar\u0131 kullan\u0131yor.<\/p>\n<p>Altyap\u0131 y\u00f6netimi ve \u015febekenin performans y\u00f6netimi yapay zek\u00e2 kullan\u0131m\u0131nda dikkat \u00e7eken di\u011fer alanlardand\u0131r. Bu alandaki kullan\u0131m \u00f6rnekleri aras\u0131nda dijital varl\u0131k y\u00f6netimi, ekipman bak\u0131m\u0131, \u00fcretimi ve y\u00f6netimi bulunuyor. Yapay zek\u00e2 teknolojisi kullanan Siemens taraf\u0131ndan yap\u0131lan bir testte, yapay zek\u00e2 bir gaz t\u00fcrbininin yakma \u00fcnitesinin kontrol\u00fcn\u00fc ele ge\u00e7irdikten sonra, azot oksit seviyelerinin %20 oran\u0131nda d\u00fc\u015ft\u00fc\u011f\u00fc a\u00e7\u0131klanm\u0131\u015ft\u0131. Ayr\u0131ca, Siemens\u2019in d\u00fc\u015f\u00fck maliyetli veri bar\u0131nd\u0131ran end\u00fcstriyel bulut platformu MindSphere\u2019i IBM Watson ile birlikte \u00e7e\u015fitli analizler sunmak i\u00e7in kullanmaktad\u0131r.<\/p>\n<p>\u2018Predictive Marketing-Ak\u0131ll\u0131 Pazarlama\u2019 perakende sekt\u00f6r\u00fcnde \u00e7ok \u00f6nemli bir hale gelecek. Bug\u00fcn\u00fcn teknolojisi ile hangi \u00fcr\u00fcn raftan al\u0131nd\u0131, stokta ne kadar var bilgisine sahipken \u2018yapay zek\u00e2\u2019 ile bir sonraki a\u015famada i\u015fler daha farkl\u0131 bir \u015fekilde y\u00fcr\u00fcyecek: Sen bir ma\u011fazaya girdi\u011finde, senin ruh halini \u00f6l\u00e7\u00fcmleyip, sana y\u00f6nelik \u00fcr\u00fcnler \u00e7\u0131karacak. Y\u00fcz\u00fcn\u00fc de yorumlayacak belki kalp at\u0131\u015flar\u0131n\u0131 takip edecek. Surat\u0131n\u0131n bi\u00e7imine bakacak, sabahtan beri att\u0131\u011f\u0131n Twitlere bakacak, senin ruhsal durumunu belirleyecek. \u00d6rne\u011fin, s\u00fcpermarketteysen ve mutsuz oldu\u011funu tespit ediyorsa, \u2018yapay zek\u00e2\u2019 sistemi sana \u00e7ikolata \u00f6nerecek. G\u00fcne bu kahveyle ba\u015flad\u0131m diyorsan Instagram\u2019da, ak\u0131ll\u0131 reklam panolar\u0131nda sana bunlar\u0131 g\u00f6stermeye ba\u015flayacak. Yapay zek\u00e2 senin kendi iste\u011finle b\u0131rakt\u0131\u011f\u0131n ayak izlerini takip edecek ve Senin ruh halini tespit edecek, ona y\u00f6nelik kar\u015f\u0131na reklam \u00e7\u0131kart\u0131yor olacak. Yapay zek\u00e2 alandaki geli\u015fmelerle pazarlama mesle\u011finin yak\u0131n gelecekte ortadan kalkaca\u011f\u0131n\u0131 konu\u015fulmaktad\u0131r. \u00c7\u00fcnk\u00fc art\u0131k pazarlama teknikleri tek ba\u015f\u0131na bir \u015fey ifade etmiyor. Pazarlama art\u0131k veri temelli ve belki de \u2018yapay zek\u00e2\u2019 i\u00e7erisinde an\u0131nda yorumlay\u0131p, karar verilecek bir i\u015f haline gelecek. Bu yeni konsept ile para e\u015fittir verileri anl\u0131k yorumlay\u0131p karar verme yetene\u011fi olacak.<\/p>\n<p>2012-2016 y\u0131llar\u0131 aras\u0131ndaki \u00fc\u00e7 ayl\u0131k rakamlar\u0131 yans\u0131tan Global Yapay Zek\u00e2 Geli\u015ftirme Raporu\u2019nda \u00c7in, ABD\u2019nin ard\u0131ndan di\u011fer \u00fclkelere k\u0131yasla a\u00e7\u0131k ara ikinci s\u0131rada yer al\u0131yor. \u00c7in merkezli d\u00fc\u015f\u00fcnce kurulu\u015fu Wuzhen Enstit\u00fcs\u00fc taraf\u0131ndan bildirilen veriler, Yapay Zek\u00e2 alan\u0131nda d\u00fcnyadaki ilk on \u00fclke yapay zek\u00e2 finansman\u0131, yapay zek\u00e2 patent ba\u015fvurusu ve yapay zek\u00e2 \u015firket say\u0131s\u0131 parametrelerine g\u00f6re s\u0131ralan\u0131yor.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-5809\" src=\"https:\/\/www.tespam.org\/wp-content\/uploads\/2017\/10\/yp1.jpg\" alt=\"\" width=\"744\" height=\"410\" \/>Yapay zek\u00e2 alan\u0131ndaki geli\u015fmelere bu sefer de geri kalmamak i\u00e7in \u00fclkemizin akademisyenleri, ara\u015ft\u0131rmac\u0131lar\u0131, teknoloji \u00fcreten firmalar\u0131 ve teknolojiyi y\u00f6nlendiren ihtiya\u00e7 sahipleri olarak \u00fclke insanlar\u0131 olarak bu yar\u0131\u015fta bizim de var oldu\u011fumuzu g\u00f6stermemiz ve bu alanda ihtiya\u00e7 duydu\u011fumuz hedeflere h\u0131zl\u0131 bir \u015fekilde ko\u015fmam\u0131z gerekiyor.<\/p>\n<p><strong>\u00d6zden ER\u00c7\u0130N<\/strong><\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u00a0\u00d6zden ER\u00c7\u0130N &nbsp; Son zamanlarda d\u00fcnya genelinde yapay zek\u00e2 alan\u0131nda yap\u0131lan \u00e7al\u0131\u015fmalar\u0131 inceledi\u011fimizde teknolojinin her alan\u0131nda giderek yapay zek\u00e2 uygulamalar\u0131n\u0131n h\u0131z kazanarak artt\u0131\u011f\u0131n\u0131 g\u00f6zlemliyoruz. Her ge\u00e7en g\u00fcn farkl\u0131 sekt\u00f6rlerde yapay&#8230;<\/p>\n","protected":false},"author":1,"featured_media":5811,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_thinkrank_schema_form_data":"","_thinkrank_selected_schema_type":"","_thinkrank_additional_schemas":"","_thinkrank_canonical_url":"","_thinkrank_og_title":"","_thinkrank_og_description":"","_thinkrank_og_image":"","_thinkrank_twitter_title":"","_thinkrank_twitter_description":"","_thinkrank_twitter_image":"","_thinkrank_imported_from":"","_thinkrank_focus_keywords":[],"_thinkrank_focus_keyword":"","_thinkrank_robots_meta_enabled":0,"_thinkrank_robots_meta":"","_thinkrank_advanced_robots_meta":"","_thinkrank_primary_category":0,"footnotes":"","_ppma_block_editor_authors":""},"categories":[106],"tags":[772],"ppma_author":[2016],"class_list":["post-5808","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kose-yazilari","tag-ozden-ercin"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Yapay Zek\u00e2 \u00c7al\u0131\u015fmalar\u0131n\u0131n Enerji Sekt\u00f6r\u00fcne Etkileri - T\u00fcrkiye Enerji Stratejileri ve Politikalar\u0131 Ara\u015ft\u0131rma Merkezi<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.tespam.org\/wordpress\/yapay-zeka-calismalarinin-enerji-sektorune-etkileri\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zek\u00e2 \u00c7al\u0131\u015fmalar\u0131n\u0131n Enerji Sekt\u00f6r\u00fcne Etkileri - T\u00fcrkiye Enerji Stratejileri ve Politikalar\u0131 Ara\u015ft\u0131rma Merkezi\" \/>\n<meta property=\"og:description\" content=\"\u00a0\u00d6zden ER\u00c7\u0130N &nbsp; Son zamanlarda d\u00fcnya genelinde yapay zek\u00e2 alan\u0131nda yap\u0131lan \u00e7al\u0131\u015fmalar\u0131 inceledi\u011fimizde teknolojinin her alan\u0131nda giderek yapay zek\u00e2 uygulamalar\u0131n\u0131n h\u0131z kazanarak artt\u0131\u011f\u0131n\u0131 g\u00f6zlemliyoruz. 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